{ "communityAttemptedAt": "2026-09-26T15:21:06.253332+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-26T15:21:06.253332+00:00", "frameworkAttemptedAt": "2026-09-26T12:41:48.971596+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34120, "officialConfigError": null, "officialConfigValid": true, "successCount": 15398, "successRate": 0.45128956623681127, "wilsonLowerBound": 0.4460151389620851 }, "vllm": { "framework": "vllm", "modelCount": 38153, "officialConfigError": null, "officialConfigValid": true, "successCount": 10782, "successRate": 0.2825990092522213, "wilsonLowerBound": 0.27810294865623497 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10247, "officialConfigError": null, "officialConfigValid": true, "successCount": 4298, "successRate": 0.41943983604957547, "wilsonLowerBound": 0.40991708931544363 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64121, "officialConfigError": null, "officialConfigValid": true, "successCount": 12090, "successRate": 0.1885497730852607, "wilsonLowerBound": 0.18554085505439274 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 21584, "officialConfigError": null, "officialConfigValid": true, "successCount": 4458, "successRate": 0.2065418828762046, "wilsonLowerBound": 0.20119355629292213 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6754, "officialConfigError": null, "officialConfigValid": true, "successCount": 72, "successRate": 0.010660349422564407, "wilsonLowerBound": 0.00847421309844036 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26367, "officialConfigError": null, "officialConfigValid": true, "successCount": 3243, "successRate": 0.12299465240641712, "wilsonLowerBound": 0.11908515003043747 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16481, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10169285844305564, "wilsonLowerBound": 0.09717081215513636 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 12495, "officialConfigError": null, "officialConfigValid": true, "successCount": 5170, "successRate": 0.413765506202481, "wilsonLowerBound": 0.4051575334565304 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24398, "officialConfigError": null, "officialConfigValid": true, "successCount": 3794, "successRate": 0.15550454955324206, "wilsonLowerBound": 0.15101156475780222 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8123, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.066970331158439, "wilsonLowerBound": 0.061736366111672984 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 45834, "officialConfigError": null, "officialConfigValid": true, "successCount": 11404, "successRate": 0.2488109263865253, "wilsonLowerBound": 0.2448741267063936 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23495, "officialConfigError": null, "officialConfigValid": true, "successCount": 3092, "successRate": 0.13160246861034264, "wilsonLowerBound": 0.12733988281241942 }, "vllm": { "framework": "vllm", "modelCount": 86755, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11254682727220333, "wilsonLowerBound": 0.11046091685404098 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 42084, "officialConfigError": null, "officialConfigValid": true, "successCount": 5175, "successRate": 0.12296834901625321, "wilsonLowerBound": 0.11986508631761844 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 36352, "officialConfigError": null, "officialConfigValid": true, "successCount": 3495, "successRate": 0.09614326584507042, "wilsonLowerBound": 0.09315539134700093 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 89758, "officialConfigError": null, "officialConfigValid": true, "successCount": 21605, "successRate": 0.2407027785824105, "wilsonLowerBound": 0.23791708454043425 }, "transformers": { "framework": "transformers", "modelCount": 5348, "officialConfigError": null, "officialConfigValid": true, "successCount": 577, "successRate": 0.10789080029917726, "wilsonLowerBound": 0.09985549336526436 }, "vllm": { "framework": "vllm", "modelCount": 112715, "officialConfigError": null, "officialConfigValid": true, "successCount": 16523, "successRate": 0.14659095949962295, "wilsonLowerBound": 0.14453811177746892 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 19211, "officialConfigError": null, "officialConfigValid": true, "successCount": 3670, "successRate": 0.1910363854041955, "wilsonLowerBound": 0.18553927967016165 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43057, "officialConfigError": null, "officialConfigValid": true, "successCount": 5597, "successRate": 0.12999047773881134, "wilsonLowerBound": 0.12684693500796929 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7095, "officialConfigError": null, "officialConfigValid": true, "successCount": 602, "successRate": 0.08484848484848485, "wilsonLowerBound": 0.07858692960851094 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32072, "officialConfigError": null, "officialConfigValid": true, "successCount": 5964, "successRate": 0.18595659765527564, "wilsonLowerBound": 0.18173613193510627 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61174, "officialConfigError": null, "officialConfigValid": true, "successCount": 12401, "successRate": 0.20271684048778893, "wilsonLowerBound": 0.19954971428679735 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 9923, "officialConfigError": null, "officialConfigValid": true, "successCount": 2914, "successRate": 0.2936611911720246, "wilsonLowerBound": 0.2847812575226262 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13977, "officialConfigError": null, "officialConfigValid": true, "successCount": 3515, "successRate": 0.25148458181297845, "wilsonLowerBound": 0.2443606133947901 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 63420, "officialConfigError": null, "officialConfigValid": true, "successCount": 17367, "successRate": 0.273841059602649, "wilsonLowerBound": 0.2703842080775186 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 167, "officialConfigError": null, "officialConfigValid": true, "successCount": 114, "successRate": 0.6826347305389222, "wilsonLowerBound": 0.608610810527285 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47140, "officialConfigError": null, "officialConfigValid": true, "successCount": 20798, "successRate": 0.4411964361476453, "wilsonLowerBound": 0.43671904658995764 }, "vllm": { "framework": "vllm", "modelCount": 37460, "officialConfigError": null, "officialConfigValid": true, "successCount": 3853, "successRate": 0.10285638013881473, "wilsonLowerBound": 0.0998207621238759 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 751, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6281, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030568380831077855, "wilsonLowerBound": 0.02658963799640948 }, "vllm": { "framework": "vllm", "modelCount": 10039, "officialConfigError": null, "officialConfigValid": true, "successCount": 743, "successRate": 0.07401135571272038, "wilsonLowerBound": 0.06905159739268005 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6328, "officialConfigError": null, "officialConfigValid": true, "successCount": 2723, "successRate": 0.4303097345132743, "wilsonLowerBound": 0.4181564030863923 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7390, "officialConfigError": null, "officialConfigValid": true, "successCount": 239, "successRate": 0.03234100135317997, "wilsonLowerBound": 0.02854431138137587 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13519, "officialConfigError": null, "officialConfigValid": true, "successCount": 4380, "successRate": 0.3239884606849619, "wilsonLowerBound": 0.3161503581883936 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27025, "officialConfigError": null, "officialConfigValid": true, "successCount": 13753, "successRate": 0.5088991674375578, "wilsonLowerBound": 0.502937939514974 }, "vllm": { "framework": "vllm", "modelCount": 63917, "officialConfigError": null, "officialConfigValid": true, "successCount": 6558, "successRate": 0.10260181172458031, "wilsonLowerBound": 0.10027320761045752 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12855, "officialConfigError": null, "officialConfigValid": true, "successCount": 1928, "successRate": 0.1499805523142746, "wilsonLowerBound": 0.14391278764762871 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-26T15:31:14.066076+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1548.8108108108108, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.5612973569051978, "queueFactor": 0.8934514278662985, "queueWeight": 0.8934514278662985, "recentSuccess": 44, "recentSuccessRate": 0.3963963963963964, "recentTerminal": 111, "recentWilsonLowerBound": 0.310331194864844, "running": 8, "selectionWeight": 1.3949433528508268, "stale": false, "submissionEligible": true, "throughputPerHour": 18.5, "waiting": 28653 }, "Biren_166m": { "available": true, "backlogHours": 134.43956043956044, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.27805810145736587, "queueFactor": 1.2891149362737848, "queueWeight": 1.2891149362737848, "recentSuccess": 35, "recentSuccessRate": 0.19230769230769232, "recentTerminal": 182, "recentWilsonLowerBound": 0.14164842984347017, "running": 8, "selectionWeight": 0.3584488517406218, "stale": false, "submissionEligible": false, "throughputPerHour": 30.333333333333332, "waiting": 4078 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1279.0140845070423, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3984051896279569, "queueFactor": 0.9194738956501595, "queueWeight": 0.9194738956501595, "recentSuccess": 18, "recentSuccessRate": 0.2535211267605634, "recentTerminal": 71, "recentWilsonLowerBound": 0.16680419243885528, "running": 7, "selectionWeight": 0.36632317175445805, "stale": false, "submissionEligible": true, "throughputPerHour": 11.833333333333334, "waiting": 15135 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 467.89380530973455, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3020720491349297, "queueFactor": 1.0691745404430177, "queueWeight": 1.0691745404430177, "recentSuccess": 24, "recentSuccessRate": 0.21238938053097345, "recentTerminal": 113, "recentWilsonLowerBound": 0.14708352590805174, "running": 7, "selectionWeight": 0.32296774431451913, "stale": false, "submissionEligible": false, "throughputPerHour": 18.833333333333332, "waiting": 8812 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 36.37597911227154, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 28, "recentSuccessRate": 0.0731070496083551, "recentTerminal": 383, "recentWilsonLowerBound": 0.05106143374978828, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 63.833333333333336, "waiting": 2322 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 99.25597269624573, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.2624770551630115, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 52, "recentSuccessRate": 0.17747440273037543, "recentTerminal": 293, "recentWilsonLowerBound": 0.13798377863053973, "running": 6, "selectionWeight": 0.341220171711915, "stale": false, "submissionEligible": false, "throughputPerHour": 48.833333333333336, "waiting": 4847 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2282.8571428571427, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.3570827900988767, "queueFactor": 0.8429443279465315, "queueWeight": 0.8429443279465315, "recentSuccess": 18, "recentSuccessRate": 0.42857142857142855, "recentTerminal": 42, "recentWilsonLowerBound": 0.2911742951914822, "running": 2, "selectionWeight": 1.1439452404677015, "stale": false, "submissionEligible": true, "throughputPerHour": 7.0, "waiting": 15980 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 385.48, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3407412982670959, "queueFactor": 1.1007036975750106, "queueWeight": 1.1007036975750106, "recentSuccess": 32, "recentSuccessRate": 0.21333333333333335, "recentTerminal": 150, "recentWilsonLowerBound": 0.1553614367018253, "running": 8, "selectionWeight": 0.37505520691910205, "stale": false, "submissionEligible": true, "throughputPerHour": 25.0, "waiting": 9637 }, "MetaX_c-500": { "available": true, "backlogHours": 535.8151260504202, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5770264163220736, "queueFactor": 1.0476554040092514, "queueWeight": 1.0476554040092514, "recentSuccess": 32, "recentSuccessRate": 0.2689075630252101, "recentTerminal": 119, "recentWilsonLowerBound": 0.19739221088821968, "running": 4, "selectionWeight": 0.6045248433159125, "stale": false, "submissionEligible": true, "throughputPerHour": 19.833333333333332, "waiting": 10627 }, "Mthreads_s4000": { "available": true, "backlogHours": 1865.8235294117646, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8688406225485027, "queueWeight": 0.8688406225485027, "recentSuccess": 34, "recentSuccessRate": 0.5, "recentTerminal": 68, "recentWilsonLowerBound": 0.38437863888099083, "running": 4, "selectionWeight": 2.1721015563712567, "stale": false, "submissionEligible": true, "throughputPerHour": 11.333333333333334, "waiting": 21146 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3168.0, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.36832116521569636, "queueFactor": 0.8025145719441055, "queueWeight": 0.8025145719441055, "recentSuccess": 9, "recentSuccessRate": 0.2903225806451613, "recentTerminal": 31, "recentWilsonLowerBound": 0.16095620718432874, "running": 2, "selectionWeight": 0.2955831022410287, "stale": false, "submissionEligible": true, "throughputPerHour": 5.166666666666667, "waiting": 16368 }, "Vastai_va16": { "available": true, "backlogHours": 730.8103448275863, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 1.2483692919236846, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 42, "recentSuccessRate": 0.3620689655172414, "recentTerminal": 116, "recentWilsonLowerBound": 0.2803300988879438, "running": 16, "selectionWeight": 1.2483692919236846, "stale": false, "submissionEligible": true, "throughputPerHour": 19.333333333333332, "waiting": 14129 }, "hygon_k100-ai": { "available": true, "backlogHours": 971.3271028037384, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.5165004443230572, "queueFactor": 0.9582214246023357, "queueWeight": 0.9582214246023357, "recentSuccess": 28, "recentSuccessRate": 0.2616822429906542, "recentTerminal": 107, "recentWilsonLowerBound": 0.1876959981258367, "running": 6, "selectionWeight": 0.49492179156697924, "stale": false, "submissionEligible": true, "throughputPerHour": 17.833333333333332, "waiting": 17322 } }, "queueAttemptedAt": "2026-09-26T15:26:31.249594+00:00", "queueError": null, "queueUpdatedAt": "2026-09-26T15:26:31.249594+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "MetaX_c-500", "Sunrise_pt-200-x1", "Biren_166m", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }